Authorized content
Establish trusted inputs, ownership, and clear access boundaries.
TECHNOLOGY / AI
RAG, vector search & knowledge graphs
Ground AI responses in information your organization trusts.
ARCHITECTURE GUIDE / 05HOW THE TECHNOLOGY CONNECTS
REFERENCE DESIGN01Authorized content
02Chunk + embed
03Hybrid retrieval
04Rerank evidence
05Cited response
CONTROL PLANEIdentity · governance · observability
THE PRACTICAL VIEW
Understand the pattern.
Then choose the tools.
Answers need enterprise context and traceable sources.
Hybrid retrieval, vector indexes, permission-aware search, reranking, citations, and graph relationships. The right design depends on data characteristics, operating constraints, risk, and the people who will maintain it.
Index authorized content; retrieve relevant evidence; generate cited answers; test relevance and access boundaries.
ARCHITECTURE RESPONSIBILITIES
Chunk + embed
Make this responsibility explicit, observable, and independently testable within the overall workflow.
Hybrid retrieval
Make this responsibility explicit, observable, and independently testable within the overall workflow.
Rerank evidence
Make this responsibility explicit, observable, and independently testable within the overall workflow.
Cited response
Define acceptance checks and ownership of the resulting information or action.
TECHNOLOGY OPTIONS
Architecture first.
Tools with a purpose.
Embeddings, vector databases, hybrid search, graph retrieval
Examples describe architectural options, not Travinto partnerships, certifications, or confirmed integrations.
Fit
Does the pattern solve a specific workflow problem?
Trust
Can access, quality, and source evidence be verified?
Operate
Can the team observe, recover, and manage the system?
Value
Can usefulness and cost be evaluated against a baseline?
Where this pattern
can come into focus.
Banking & financial services
Bring portfolio, servicing, and operational information into a governed workspace.
Explore the blueprint ↗
Insurance
Connect claim documents, policy context, and exception queues.
Explore the blueprint ↗
Healthcare & life sciences
Organize operational knowledge and administrative document workflows.
Explore the blueprint ↗START WITH YOUR CONTEXT
Make the next step
a practical one.
Explore the opportunity, assess your current landscape, and agree a focused scope with clear success criteria.
Discuss RAG, vector search & knowledge graphs ↗